Introduction to Machine Learning (RAL PPD Lectures)

Thursday 11 Jun 2020, 08:00 → 18:00 GB

Universe

Lectures given remotely to the RAL Particle Physics Division in May/June 2020. The main page for these lectures can be found on the stfc indico site.

The tutorials use code examples that are downloadable from GitHub.

1 Part 1

What is Machine Learning? Data Wrangling Optimisation Decision Trees

Speaker: Dr A Bevan (Queen Mary)

Slides IntroToML_part1.pdf

2 Part 2

Neural Networks TensorFlow Tutorial

Speaker: Dr A Bevan (Queen Mary)

more information https://github.com/adrianbevan/IntroToML

Slides IntroToML_part2.pdf

3 Part 3b

Support Vector Machines K Nearest Neighbours Explainability and Interpretability Appendices

Speaker: Dr A Bevan (Queen Mary)

Slides IntroToML_part3.pdf

4 Part 3b

SciKit Learn, Keras and Tensor Flow Tutorial

Speaker: JMM Davies (Queen Mary)

more information https://github.com/adrianbevan/IntroToML

Slides gradnet_ml.pdf